I personally don't fertilize anymore after August but I know folks in Southern California do a 'prepare for winter' regimen at this time.
Mostly, you don't want to encourage new growth (which will be more tender) before the cold season.
You may certainly still get blooms for a while but the plants are preparing for dormancy. You may see more leaf drop.
